A novel fatigue and creep-fatigue life prediction model by combining data-driven approach with domain knowledge
Bibliographic record
Abstract
No abstract is available for this record. The assistant can identify its topic from the title, but cannot infer the study’s results.
Source: Not provided · Quality: missing
Research context
OpenAlex topics: Fatigue and fracture mechanics · High Temperature Alloys and Creep · Non-Destructive Testing Techniques
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (65)
Show source-provided references
1. Effects of flexible operation on turbines and generators
2. Monitoring low cycle fatigue damage in turbine blade using vibration characteristics10.1016/j.ymssp.2005.02.011 ↗
3. Solder Creep-Fatigue Analysis by an Energy-Partitioning Approach10.1115/1.2906412 ↗
4. The exponential law of endurance tests
5. The cyclic straining and fatigue of metals
6. Thermal stress and low cycle fatigue10.1115/1.3625225 ↗
7. A new energy-based isothermal and thermo-mechanical fatigue lifetime prediction model for aluminium–silicon–magnesium alloy10.1111/ffe.12078 ↗
8. A generalized hysteresis energy method for fatigue and creep-fatigue life prediction of 316L(N)10.1016/j.msea.2014.11.097 ↗
9. A damage function and associated failure equations for predicting hold time and frequency effects in elevated temperature, low cycle fatigue10.1520/JTE10520J ↗
10. D. Socie, Multiaxial fatigue damage models, (1987).10.1007/978-94-009-3459-7_72 ↗
11. Investigation and modeling of low cycle fatigue behaviors of two Ni-based superalloys under dwell conditions10.1016/j.ijpvp.2009.04.002 ↗
12. R5 procedures for assessing structural integrity of components under creep and creep–fatigue conditions10.1179/174328006X79463 ↗
13. Effect of temperature variation on the long-time rupture strength of steels10.1115/1.4015916 ↗
14. A method of creep damage summation based on accumulated strain for the assessment of creep-fatigue endurance10.1111/j.1460-2695.1983.tb00329.x ↗
15. Systematic Evaluation of Creep-Fatigue Life Prediction Methods for Various Alloys10.1115/1.4024436 ↗
16. A modified strain energy density exhaustion model for creep–fatigue life prediction10.1016/j.ijfatigue.2016.03.005 ↗
17. Creep-fatigue reliability assessment for high-temperature components fusing on-line monitoring data and physics-of-failure by engineering damage mechanics approach10.1016/j.ijfatigue.2022.107481 ↗
18. Machine learning assisted probabilistic creep-fatigue damage assessment10.1016/j.ijfatigue.2021.106677 ↗
19. A data-driven roadmap for creep-fatigue reliability assessment and its implementation in low-pressure turbine disk at elevated temperatures10.1016/j.ress.2022.108523 ↗
20. Fatigue life prediction considering mean stress effect based on random forests and kernel extreme learning machine10.1016/j.ijfatigue.2022.106761 ↗
21. Fatigue life prediction of bending polymer films using random forest10.1016/j.ijfatigue.2022.107230 ↗
22. C.E. Rasmussen, Gaussian Processes in Machine Learning, in: O. Bousquet, U. von Luxburg, G. Rätsch (Eds.) Advanced Lectures on Machine Learning: ML Summer Schools 2003, Canberra, Australia, February 2 - 14, 2003, Tübingen, Germany, August 4 - 16, 2003, Revised Lectures, Springer Berlin Heidelberg, Berlin, Heidelberg, 2004, pp. 63-71.
23. Gaussian process regression based remaining fatigue life prediction for metallic materials under two-step loading10.1016/j.ijfatigue.2022.106730 ↗
24. Predicting creep rupture life of Ni-based single crystal superalloys using divide-and-conquer approach based machine learning10.1016/j.actamat.2020.05.001 ↗
25. Deep learning10.1038/nature14539 ↗
26. A deep learning based life prediction method for components under creep, fatigue and creep-fatigue conditions10.1016/j.ijfatigue.2021.106236 ↗
27. Coupling physics in machine learning to predict properties of high-temperatures alloys10.1038/s41524-020-00407-2 ↗
28. A physics-informed neural network for creep-fatigue life prediction of components at elevated temperatures10.1016/j.engfracmech.2021.108130 ↗
29. Symbolic regression in materials science10.1557/mrc.2019.85 ↗
30. Determination of the fatigue equation for the cement-stabilized cold recycled mixtures with road construction waste materials based on data-driven10.1016/j.ijfatigue.2022.106765 ↗
31. Integration of symbolic regression and domain knowledge for interpretable modeling of remaining fatigue life under multistep loading10.1016/j.ijfatigue.2022.106889 ↗
32. Delta phase precipitation in Inconel 71810.1016/j.matchar.2004.07.004 ↗
33. Dissolution kinetics of δ phase and its influence on the notch sensitivity of Inconel 71810.1016/j.matchar.2006.04.020 ↗
34. A data-driven roadmap for creep-fatigue reliability assessment and its implementation in low-pressure turbine disk at elevated temperatures10.1016/j.ress.2022.108523 ↗
35. Creep-fatigue life prediction and interaction diagram in nickel-based GH4169 superalloy at 650°C based on cycle-by-cycle concept10.1016/j.ijfatigue.2016.11.021 ↗
36. Oxidation-involved life prediction and damage assessment under generalized creep-fatigue loading conditions based on engineering damage mechanics10.1016/j.jmrt.2022.12.094 ↗
37. Creep-fatigue behaviors and life assessments in two nickel-based superalloys10.1115/1.4039779 ↗
38. L. Coffin, Fatigue at high temperature, in: Fatigue at elevated temperatures, ASTM International, 1973.10.1520/STP38828S ↗
39. G. Halford, M. Hirschberg, S. Manson, Creep fatigue analysis by strain-range partitioning, in, 1971.
40. Strain energy partitioning and its application to GH33A Ni-base superalloy and 1Cr18Ni9Ti stainless steel
41. A. Boiler, American Society of Mechanical Engineers, ASME Boiler and Pressure Vessel Committee, Subcommittee on Pressure Vessels. Rules for Construction of Pressure Vessels; An international code VIII, Division 1 VIII, Division 1, American Society of Mechanical Engineers: New York, NY, USA, (2010).
42. D. Afcen, construction rules for mechanical components of FBR nuclear islands, RCC-MR, Appendix A, 16 (2002).
43. Standardization Administration of the People's Republic of China. GB/T 43103-2023 Metallic materials—Methods for creep-fatigue damage assessment and life prediction, 2023.
44. L. Billard, E. Diday, Symbolic regression analysis, in: Classification, clustering, and data analysis: recent advances and applications, Springer, 2002, pp. 281-288.10.1007/978-3-642-56181-8_31 ↗
45. D.A. Augusto, H.J. Barbosa, Symbolic regression via genetic programming, in: Proceedings. Vol. 1. Sixth Brazilian Symposium on Neural Networks, IEEE, 2000, pp. 173-178.
46. High temperature fatigue and creep-fatigue behaviors in a Ni-based superalloy: Damage mechanisms and life assessment10.1016/j.ijfatigue.2018.05.008 ↗
47. A unified rule for high-cycle and low-cycle fatigue life prediction in multi-scale framework
48. Low cycle fatigue life of the alloy IN718 enhanced through surface nanostructuring10.1016/j.matchar.2019.110066 ↗
49. Effect of cold rolling on the Coffin–manson relationship in low-cycle fatigue of superalloy IN71810.1007/s11661-007-9378-0 ↗
50. Effect of heat treatment on Coffin-Manson relationship in LCF of superalloy IN71810.1016/j.msea.2007.08.005 ↗
51. Strain fatigue and tensile behavior of Inconel 718 from room temperature to 650 ℃10.1520/JTE10109J ↗
52. A. Thakker, B. Cowles, Low strain, long life creep fatigue of AF2-1DA and INCO 718, in, 1983.
53. Low cycle fatigue and creep-fatigue interaction behavior of nickel-base superalloy GH4169 at elevated temperature of 650 C10.1016/j.msea.2015.12.096 ↗
54. The creep-fatigue behavior of a nickel-based superalloy: Experiments study and cyclic plastic analysis10.1016/j.ijfatigue.2021.106187 ↗
55. Effects of Heat Treatment on Microstructure and Low Cycle Fatigue Life of GH4169 Alloy, Materials for
56. The Bayesian information criterion: background, derivation, and applications10.1002/wics.199 ↗
57. Study on creep-fatigue evaluation procedures for high-chromium steels—Part I: Test results and life prediction based on measured stress relaxation10.1016/j.ijpvp.2007.11.008 ↗
58. Application of the overstress concept to inelastic behavior and evaluation of creep-fatigue damage for modified 9Cr-1Mo steel10.1016/0308-0161(90)90009-7 ↗
59. A. Tai, Update and Improve Subsection NH –– Alternative Simplified Creep-Fatigue Design Methods, Office of Scientific & Technical Information Technical Reports, (2017).
60. Analysis on stress-strain behavior and life prediction of P92 steel under creep-fatigue interaction conditions10.1111/ffe.13341 ↗
61. Studies on the Low of Fatigue and Creep for 316L Stainless Steel at Elevated Temperature
62. Thermomechanical fatigue, oxidation, and creep: Part II life prediction10.1007/BF02663208 ↗
63. Critical issues in high cycle fatigue10.1016/S0142-1123(99)00074-2 ↗
64. A combined high and low cycle fatigue model for life prediction of turbine blades10.3390/ma10070698 ↗
65. A life prediction method and damage assessment for creep-fatigue combined with high-low cyclic loading10.1016/j.ijfatigue.2022.106923 ↗